This report of the National Academies of Sciences, Engineering, and Medicine recommends corrections officials and public health authorities work together to determine the optimal population for jails and prisons. To mitigate the spread of COVID-19, authorities should use their discretion to minimize incarceration in prisons and jails — and facilitate testing, quarantine, social supports, and individualized reentry plans for those released.